{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Hotspot trends over time on Census Tract"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import geopandas as gpd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_parquet(\"outputs/d2-events-2d5-230929.parquet\") "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_parquet(\"outputs/hotspots_per_fips_rolling_wc.parquet\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df.reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "trends_df = (\n",
    "    df.groupby(\"GEOID\")[\n",
    "        [\n",
    "            \"time\",\n",
    "            \"ws\",\n",
    "            \"hw\",\n",
    "            \"hs\",\n",
    "            \"hws\",\n",
    "            \"wfday\",\n",
    "            \"hs5\",\n",
    "            \"hws5\",\n",
    "            \"ws5\",\n",
    "            \"heatday\",\n",
    "            \"smoke_pm_non_zero\",\n",
    "            \"smoke_pm_gt_five\",\n",
    "        ]\n",
    "    ]\n",
    "    .resample(\"Y\", on=\"time\")\n",
    "    .sum()\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>ws</th>\n",
       "      <th>hw</th>\n",
       "      <th>hs</th>\n",
       "      <th>hws</th>\n",
       "      <th>wfday</th>\n",
       "      <th>hs5</th>\n",
       "      <th>hws5</th>\n",
       "      <th>ws5</th>\n",
       "      <th>heatday</th>\n",
       "      <th>smoke_pm_non_zero</th>\n",
       "      <th>smoke_pm_gt_five</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GEOID</th>\n",
       "      <th>time</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">04001942600</th>\n",
       "      <th>2006-12-31</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>29</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007-12-31</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>19</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2008-12-31</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2009-12-31</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>22</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-12-31</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        ws  hw  hs  hws  wfday  hs5  hws5  ws5  heatday  \\\n",
       "GEOID       time                                                          \n",
       "04001942600 2006-12-31   0   0   0    0      0    0     0    0        8   \n",
       "            2007-12-31   0   0   2    0      0    1     0    0       11   \n",
       "            2008-12-31   0   0   1    0      1    0     0    0        2   \n",
       "            2009-12-31   0   0   1    0      0    0     0    0        4   \n",
       "            2010-12-31   0   0   0    0      0    0     0    0        6   \n",
       "\n",
       "                        smoke_pm_non_zero  smoke_pm_gt_five  \n",
       "GEOID       time                                             \n",
       "04001942600 2006-12-31                 29                 2  \n",
       "            2007-12-31                 19                 2  \n",
       "            2008-12-31                 24                 0  \n",
       "            2009-12-31                 22                 3  \n",
       "            2010-12-31                 18                 0  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "trends_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "%load_ext lab_black"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "import plotting\n",
    "\n",
    "%load_ext autoreload\n",
    "%autoreload 2\n",
    "hs_dict = plotting.get_hotspopt_dict()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "for x in hs_dict.keys():\n",
    "    l = trends_df.groupby(\"GEOID\")[x].sum().sort_values().tail(5).index\n",
    "    plotting.trend_plot(trends_df, l, x, hs_dict[x][\"title\"], hs_dict[x][\"title_map\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## State-Specific Trend Plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_parquet(\"outputs/d2-events-2d5-230929.parquet\") "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df[['GEOID','wfday',\n",
    "            'heatday',\n",
    "            'smoke_pm_non_zero',\n",
    "            'hw',\n",
    "            'hs',\n",
    "            'hws',\n",
    "            'ws',]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "df= df.reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_main= gpd.read_file(\"outputs/d2-events-2d-230929_SVI_shapefile.geojson\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "df2 = df_main[['ST_ABBR','FIPS']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_merged = df.merge(df2, left_on='GEOID',right_on='FIPS')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df_merged[df_merged.ST_ABBR!='TX']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "18106"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# check we are using the correct shape file that gives 18106 census tracts\n",
    "pd.Series(df.GEOID.unique()).count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "trends_df = (\n",
    "    df.groupby([\"ST_ABBR\",\"GEOID\"])[\n",
    "        [\n",
    "            'time',\n",
    "            'wfday',\n",
    "            'heatday',\n",
    "            'smoke_pm_non_zero',\n",
    "            'hw',\n",
    "            'hs',\n",
    "            'hws',\n",
    "            'ws',\n",
    "        ]\n",
    "    ]\n",
    "    .resample(\"Y\", on=\"time\")\n",
    "    .sum()\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>wfday</th>\n",
       "      <th>heatday</th>\n",
       "      <th>smoke_pm_non_zero</th>\n",
       "      <th>hw</th>\n",
       "      <th>hs</th>\n",
       "      <th>hws</th>\n",
       "      <th>ws</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ST_ABBR</th>\n",
       "      <th>GEOID</th>\n",
       "      <th>time</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">AZ</th>\n",
       "      <th rowspan=\"5\" valign=\"top\">04001942600</th>\n",
       "      <th>2006-12-31</th>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>29</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007-12-31</th>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2008-12-31</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2009-12-31</th>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>22</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-12-31</th>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                wfday  heatday  smoke_pm_non_zero  hw  hs  \\\n",
       "ST_ABBR GEOID       time                                                    \n",
       "AZ      04001942600 2006-12-31      0        8                 29   0   0   \n",
       "                    2007-12-31      0       11                 19   0   2   \n",
       "                    2008-12-31      1        2                 24   0   1   \n",
       "                    2009-12-31      0        4                 22   0   1   \n",
       "                    2010-12-31      0        6                 18   0   0   \n",
       "\n",
       "                                hws  ws  \n",
       "ST_ABBR GEOID       time                 \n",
       "AZ      04001942600 2006-12-31    0   0  \n",
       "                    2007-12-31    0   0  \n",
       "                    2008-12-31    0   0  \n",
       "                    2009-12-31    0   0  \n",
       "                    2010-12-31    0   0  "
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "trends_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "state_trend = trends_df.reset_index().groupby([\"ST_ABBR\",\"time\"]).sum()\n",
    "state_trend = state_trend.reset_index().rename(columns={\"ST_ABBR\": \"STATE\"})\n",
    "state_trend = state_trend[state_trend.STATE!='TX']\n",
    "state_trend ['year'] = state_trend ['time'].dt.year\n",
    "state1_trend = state_trend.iloc[0:90, ]\n",
    "state2_trend  = state_trend.iloc[90:181, ]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(165, 11)"
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "state_trend.head()\n",
    "state_trend.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import plotting\n",
    "\n",
    "hsdict = {\n",
    "    \"wfday\": {\n",
    "        \"title\": \"wildfire\",\n",
    "        \"title_map\": \"Total tract days of wildfire burn zone\",\n",
    "    },\n",
    "    \"heatday\": {\n",
    "        \"title\": \"heat\",\n",
    "        \"title_map\": \"Total tract days of extreme heat\",\n",
    "    },\n",
    "    \"smoke_pm_non_zero\": {\n",
    "        \"title\": \"smoke_pm_non_zero\",\n",
    "        \"title_map\": r\"Total tract days of wildfire smoke\",\n",
    "    },\n",
    "    \"hws\": {\n",
    "        \"title\": \"heat_wildfire_smoke_pollution_non_zero\",\n",
    "        \"title_map\": r\"Total tract days of extreme heat, wildfire burn zone and wildfire smoke co-occurrence\",\n",
    "    },\n",
    "    \"hs\": {\n",
    "        \"title\": \"heat_smoke_pollution_non_zero\",\n",
    "        \"title_map\": r\"Total tract days of extreme heat and wildfire smoke co-occurrence\",\n",
    "    },\n",
    "    \"hw\": {\n",
    "        \"title\": \"heat_wildfire\",\n",
    "        \"title_map\": \"Total tract days of extreme heat and wildfire burn zone co-occurrence\",\n",
    "    },\n",
    "    \"ws\": {\n",
    "        \"title\": \"wildfire_smoke_pollution_non_zero\",\n",
    "        \"title_map\": r\"Total tract days of wildfire burn zone & wildfire smoke co-occurrence\",\n",
    "    }\n",
    "}\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "import textwrap"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [],
   "source": [
    "def trend_plot(\n",
    "    data, hotspot,  title_map, colors, ax\n",
    "):\n",
    "        \n",
    "        g = sns.lineplot(\n",
    "                data=data,\n",
    "                x=\"year\",\n",
    "                y=hotspot,\n",
    "                ax=ax,\n",
    "                linestyle=\"--\",\n",
    "                hue=\"STATE\",\n",
    "                palette=colors,\n",
    "                linewidth=1.5,\n",
    "                )\n",
    "        #sns.move_legend(g, \"upper left\", bbox_to_anchor=(1, 1), title='STATE')\n",
    "\n",
    "        ax.legend_.set_visible(False)  # Disable the legend for this specific subplot\n",
    "    \n",
    "        handles, labels = ax.get_legend_handles_labels()\n",
    "    \n",
    "        return handles, labels\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.ticker as ticker"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/lc/q1l1y0k176b0h_m5yz0s_r5w0000gn/T/ipykernel_3396/1788376544.py:5: UserWarning: The palette list has more values (6) than needed (5), which may not be intended.\n",
      "  g = sns.lineplot(\n",
      "/var/folders/lc/q1l1y0k176b0h_m5yz0s_r5w0000gn/T/ipykernel_3396/1788376544.py:5: UserWarning: The palette list has more values (6) than needed (5), which may not be intended.\n",
      "  g = sns.lineplot(\n",
      "/var/folders/lc/q1l1y0k176b0h_m5yz0s_r5w0000gn/T/ipykernel_3396/1788376544.py:5: UserWarning: The palette list has more values (6) than needed (5), which may not be intended.\n",
      "  g = sns.lineplot(\n",
      "/var/folders/lc/q1l1y0k176b0h_m5yz0s_r5w0000gn/T/ipykernel_3396/1788376544.py:5: UserWarning: The palette list has more values (6) than needed (5), which may not be intended.\n",
      "  g = sns.lineplot(\n",
      "/var/folders/lc/q1l1y0k176b0h_m5yz0s_r5w0000gn/T/ipykernel_3396/1788376544.py:5: UserWarning: The palette list has more values (6) than needed (5), which may not be intended.\n",
      "  g = sns.lineplot(\n",
      "/var/folders/lc/q1l1y0k176b0h_m5yz0s_r5w0000gn/T/ipykernel_3396/1788376544.py:5: UserWarning: The palette list has more values (6) than needed (5), which may not be intended.\n",
      "  g = sns.lineplot(\n",
      "/var/folders/lc/q1l1y0k176b0h_m5yz0s_r5w0000gn/T/ipykernel_3396/1788376544.py:5: UserWarning: The palette list has more values (6) than needed (5), which may not be intended.\n",
      "  g = sns.lineplot(\n"
     ]
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 600x180 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x180 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x180 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x180 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x180 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x180 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x180 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for x in hsdict.keys():\n",
    "    f, ax = plt.subplots(1, 2, figsize=(6, 1.8), sharey=True)\n",
    "\n",
    "\n",
    "    # Plot for the first state\n",
    "    handles1, labels1 = trend_plot(state1_trend, x, hsdict[x][\"title_map\"], sns.color_palette(\"tab20\")[0:6], ax=ax[0])\n",
    "\n",
    "    # Plot for the second state\n",
    "    handles2, labels2 = trend_plot(state2_trend, x, hsdict[x][\"title_map\"], sns.color_palette(\"tab20\")[6:12], ax=ax[1])\n",
    "\n",
    "    # Combine handles and labels\n",
    "    handles = handles1 + handles2\n",
    "    labels = labels1 + labels2\n",
    "\n",
    "    # Add the combined legend\n",
    "    f.legend(handles, labels, loc='lower center', bbox_to_anchor=(0.5, -0.2), ncol=6)\n",
    "\n",
    "    # Adjust layout to make space for the legend\n",
    "    f.tight_layout() #rect=[0, 0.1, 1, 1])\n",
    "\n",
    "    # trend_plot(state1_trend,  x,  hsdict[x][\"title_map\"], sns.color_palette(\"tab20\")[0:6], ax=ax[0])\n",
    "    \n",
    "    # trend_plot(state2_trend,  x, hsdict[x][\"title_map\"],sns.color_palette(\"tab20\")[6:12], ax=ax[1])\n",
    "    ax[0].set_xlim(2006, 2020)\n",
    "    ax[1].set_xlim(2006, 2020)\n",
    "\n",
    "    ax[0].set_xlabel(\"Year\", fontsize=8)\n",
    "    ax[1].set_xlabel(\"Year\", fontsize=8)\n",
    "\n",
    "    ax[0].set_ylabel(\"Number of tract days\", fontsize=8)\n",
    "    wrapped_title = textwrap.fill(hsdict[x][\"title_map\"], 90)\n",
    "    f.suptitle(wrapped_title, fontsize=9,y=0.9)\n",
    "    ax[0].xaxis.set_major_locator(ticker.MaxNLocator(integer=True))\n",
    "    ax[1].xaxis.set_major_locator(ticker.MaxNLocator(integer=True))\n",
    "    ax[0].xaxis.set_major_locator(ticker.MultipleLocator(5))\n",
    "    ax[1].xaxis.set_major_locator(ticker.MultipleLocator(5))\n",
    "    plt.tight_layout()\n",
    "    plt.savefig(\"figures/pdf/trends_group1_\" + hs_dict[x][\"title\"]+ \".pdf\", format=\"pdf\", bbox_inches=\"tight\", dpi=300)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
